{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d284f69f",
   "metadata": {},
   "source": [
    "-----\n",
    "* 本周主要内容：图像识别（认知服务）\n",
    "* 23春_API_人工智能与机器学习_week03\n",
    "* 电子讲义设计者：许智超\n",
    "-----"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da04eb90",
   "metadata": {},
   "source": [
    "# 复习\n",
    "\n",
    "复习1：上周内容，AI、API、机器学习的基本认知以及数据科学的基本流程  \n",
    "\n",
    "* 1、API for AI 有哪些人工智能的分类\n",
    "> 1. 计算机视觉\n",
    "> 1. 语义识别\n",
    "> 1. 自然语言处理\n",
    "> 1. 推荐系统\n",
    "* 2、机器学习的概念\n",
    "> 1. 有一定规范的数据\n",
    "> 2. 输入特征值\n",
    "> 3. 什么事泛化\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3a983f0",
   "metadata": {},
   "source": [
    "# 本周内容及学习目标\n",
    "\n",
    "##  API文档阅读规范\n",
    "##  Review: APIs use HTTP, HTTP requests的不同模式\n",
    "## 实践：百度图像识别"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f53e8495",
   "metadata": {},
   "source": [
    "# Review: APIs use HTTP, HTTP requests的不同模式\n",
    "\n",
    "* GET\n",
    "* POST\n",
    "* (optional) DELETE\n",
    "* e.g\n",
    "    * [百度AI-通用图像识别](https://ai.baidu.com/ai-doc/IMAGERECOGNITION/Xk3bcxe21)\n",
    "    \n",
    "\n",
    "\n",
    "<img src=\"http://cn.python-requests.org/zh_CN/latest/_static/requests-sidebar.png\" width=300>\n",
    "\n",
    "----\n",
    "\n",
    "\n",
    "request学习\n",
    "\n",
    "* [requests体验](http://cn.python-requests.org/zh_CN/latest/](http://cn.python-requests.org/zh_CN/latest/)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6f7d0584",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b609a91b",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.get('https://api.github.com/events')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89bb6563",
   "metadata": {},
   "source": [
    "## 体验状态码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "afe979c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "657c4937",
   "metadata": {},
   "source": [
    "## 体验请求头"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1de2bd4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'application/json; charset=utf-8'"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.headers['content-type']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b27a259f",
   "metadata": {},
   "source": [
    "## 体验页面编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "298eb210",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'utf-8'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.encoding"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f970d3b1",
   "metadata": {},
   "source": [
    "## 体验页面三种不同数据形态获取\n",
    "* 观察 text、json、content三种样式区别\n",
    "* 思考什么情况下用哪种形态"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "517303d8",
   "metadata": {},
   "outputs": [
    {
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😉)\",\"reactions\":{\"url\":\"https://api.github.com/repos/aws/aws-cdk/issues/comments/1455270142/reactions\",\"total_count\":0,\"+1\":0,\"-1\":0,\"laugh\":0,\"hooray\":0,\"confused\":0,\"heart\":0,\"rocket\":0,\"eyes\":0},\"performed_via_github_app\":null}},\"public\":true,\"created_at\":\"2023-03-06T00:40:43Z\",\"org\":{\"id\":2232217,\"login\":\"aws\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/orgs/aws\",\"avatar_url\":\"https://avatars.githubusercontent.com/u/2232217?\"}},{\"id\":\"27504087800\",\"type\":\"PullRequestReviewEvent\",\"actor\":{\"id\":74632731,\"login\":\"NiNinanana\",\"display_login\":\"NiNinanana\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/NiNinanana\",\"avatar_url\":\"https://avatars.githubusercontent.com/u/74632731?\"},\"repo\":{\"id\":585064291,\"name\":\"jaemisam-a/dangol-sonnim-frontend\",\"url\":\"https://api.github.com/repos/jaemisam-a/dangol-sonnim-frontend\"},\"payload\":{\"action\":\"created\",\"review\":{\"id\":1325355505,\"node_id\":\"PRR_kwDOIt9fY85O_1Hx\",\"user\":{\"login\":\"NiNinanana\",\"id\":74632731,\"node_id\":\"MDQ6VXNlcjc0NjMyNzMx\",\"avatar_url\":\"https://avatars.githubusercontent.com/u/74632731?v=4\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/NiNinanana\",\"html_url\":\"https://github.com/NiNinanana\",\"followers_url\":\"https://api.github.com/users/NiNinanana/followers\",\"following_url\":\"https://api.github.com/users/NiNinanana/following{/other_user}\",\"gists_url\":\"https://api.github.com/users/NiNinanana/gists{/gist_id}\",\"starred_url\":\"https://api.github.com/users/NiNinanana/starred{/owner}{/repo}\",\"subscriptions_url\":\"https://api.github.com/users/NiNinanana/subscriptions\",\"organizations_url\":\"https://api.github.com/users/NiNinanana/orgs\",\"repos_url\":\"https://api.github.com/users/NiNinanana/repos\",\"events_url\":\"https://api.github.com/users/NiNinanana/events{/privacy}\",\"received_events_url\":\"https://api.github.com/users/NiNinanana/received_events\",\"type\":\"User\",\"site_admin\":false},\"body\":\"\",\"commit_id\":\"2363b7b61620286004aee3b11de4483cd99aff61\",\"submitted_at\":\"2023-03-06T00:40:43Z\",\"state\":\"approved\",\"html_url\":\"https://github.com/jaemisam-a/dangol-sonnim-frontend/pull/114#pullrequestreview-1325355505\",\"pull_request_url\":\"https://api.github.com/repos/jaemisam-a/dangol-sonnim-frontend/pulls/114\",\"author_association\":\"CONTRIBUTOR\",\"_links\":{\"html\":{\"href\":\"https://github.com/jaemisam-a/dangol-sonnim-frontend/pull/114#pullrequestreview-1325355505\"},\"pull_request\":{\"href\":\"https://api.github.com/repos/jaemisam-a/dangol-sonnim-frontend/pulls/114\"}}},\"pull_request\":{\"url\":\"https://api.github.com/repos/jaemisam-a/dangol-sonnim-frontend/pulls/114\",\"id\":1263618529,\"node_id\":\"PR_kwDOIt9fY85LUUnh\",\"html_url\":\"https://github.com/jaemisam-a/dangol-sonnim-frontend/pull/114\",\"diff_url\":\"https://github.com/jaemisam-a/dangol-sonnim-frontend/pull/114.diff\",\"patch_url\":\"https://github.com/jaemisam-a/dangol-sonnim-frontend/pull/114.patch\",\"issue_url\":\"https://api.github.com/repos/jaemisam-a/dangol-sonnim-frontend/issues/114\",\"number\":114,\"state\":\"open\",\"locked\":false,\"title\":\"Bump jest-environment-jsdom from 29.4.1 to 29.4.3\",\"user\":{\"login\":\"dependabot[bot]\",\"id\":49699333,\"node_id\":\"MDM6Qm90NDk2OTkzMzM=\",\"avatar_url\":\"https://avatars.githubusercontent.com/in/29110?v=4\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/dependabot%5Bbot%5D\",\"html_url\":\"https://github.com/apps/dependabot\",\"followers_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/followers\",\"following_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/following{/other_user}\",\"gists_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/gists{/gist_id}\",\"starred_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/starred{/owner}{/repo}\",\"subscriptions_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/subscriptions\",\"organizations_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/orgs\",\"repos_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/repos\",\"events_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/events{/privacy}\",\"received_events_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/received_events\",\"type\":\"Bot\",\"site_admin\":false},\"body\":\"Bumps [jest-environment-jsdom](https://github.com/facebook/jest/tree/HEAD/packages/jest-environment-jsdom) from 29.4.1 to 29.4.3.\\\\n<details>\\\\n<summary>Release notes</summary>\\\\n<p><em>Sourced from <a href=\\\\\"https://github.com/facebook/jest/releases\\\\\">jest-environment-jsdom\\'s releases</a>.</em></p>\\\\n<blockquote>\\\\n<h2>v29.4.3</h2>\\\\n<h2>Features</h2>\\\\n<ul>\\\\n<li><code>[expect]</code> Update <code>toThrow()</code> to be able to use error <code>cause</code>s (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13606\\\\\">#13606</a>)</li>\\\\n<li><code>[jest-core]</code> allow to use <code>workerIdleMemoryLimit</code> with only 1 worker or <code>runInBand</code> option (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13846\\\\\">#13846</a>)</li>\\\\n<li><code>[jest-message-util]</code> Add support for <a href=\\\\\"https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Error/cause\\\\\">error <code>cause</code>s</a> (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13868\\\\\">#13868</a> &amp; <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13912\\\\\">#13912</a>)</li>\\\\n<li><code>[jest-runtime]</code> Revert <code>import assertions</code> for JSON modules as it\\'s been relegated to Stage 2 (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13911\\\\\">#13911</a>)</li>\\\\n</ul>\\\\n<h2>Fixes</h2>\\\\n<ul>\\\\n<li><code>[@jest/expect-utils]</code> <code>subsetEquality</code> should consider also an object\\'s inherited string keys (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13824\\\\\">#13824</a>)</li>\\\\n<li><code>[jest-mock]</code> Clear mock state when <code>jest.restoreAllMocks()</code> is called (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13867\\\\\">#13867</a>)</li>\\\\n<li><code>[jest-mock]</code> Prevent <code>mockImplementationOnce</code> and <code>mockReturnValueOnce</code> bleeding into <code>withImplementation</code> (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13888\\\\\">#13888</a>)</li>\\\\n<li><code>[jest-mock]</code> Do not restore mocks when <code>jest.resetAllMocks()</code> is called (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13866\\\\\">#13866</a>)</li>\\\\n</ul>\\\\n<h2>New Contributors</h2>\\\\n<ul>\\\\n<li><a href=\\\\\"https://github.com/brodo\\\\\"><code>@\\u200bbrodo</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13868\\\\\">facebook/jest#13868</a></li>\\\\n<li><a href=\\\\\"https://github.com/DannyNemer\\\\\"><code>@\\u200bDannyNemer</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13878\\\\\">facebook/jest#13878</a></li>\\\\n<li><a href=\\\\\"https://github.com/ghusse\\\\\"><code>@\\u200bghusse</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13846\\\\\">facebook/jest#13846</a></li>\\\\n<li><a href=\\\\\"https://github.com/broofa\\\\\"><code>@\\u200bbroofa</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13911\\\\\">facebook/jest#13911</a></li>\\\\n</ul>\\\\n<p><strong>Full Changelog</strong>: <a href=\\\\\"https://github.com/facebook/jest/compare/v29.4.2...v29.4.3\\\\\">https://github.com/facebook/jest/compare/v29.4.2...v29.4.3</a></p>\\\\n<h2>v29.4.2</h2>\\\\n<h2>Features</h2>\\\\n<ul>\\\\n<li><code>[@jest/core]</code> Instrument significant lifecycle events with <a href=\\\\\"https://nodejs.org/docs/latest-v16.x/api/perf_hooks.html#performancemarkname-options\\\\\"><code>performance.mark()</code></a> (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13859\\\\\">#13859</a>)</li>\\\\n</ul>\\\\n<h2>Fixes</h2>\\\\n<ul>\\\\n<li><code>[expect, @jest/expect]</code> Provide type of <code>actual</code> as a generic argument to <code>Matchers</code> to allow better-typed extensions (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13848\\\\\">#13848</a>)</li>\\\\n<li><code>[jest-circus]</code> Added explicit mention of test failing because <code>done()</code> is not being called in error message (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13847\\\\\">#13847</a>)</li>\\\\n<li><code>[jest-runtime]</code> Handle CJS re-exports of node core modules from ESM (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13856\\\\\">#13856</a>)</li>\\\\n<li><code>[jest-transform]</code> Downgrade <code>write-file-atomic</code> to v4 (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13853\\\\\">#13853</a>)</li>\\\\n<li><code>[jest-worker]</code> Ignore IPC messages not intended for Jest (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13543\\\\\">#13543</a>)</li>\\\\n</ul>\\\\n<h2>Chore &amp; Maintenance</h2>\\\\n<ul>\\\\n<li><code>[*]</code> make sure to exclude <code>.eslintcache</code> from published module (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13832\\\\\">#13832</a>)</li>\\\\n<li><code>[docs]</code> Cleanup incorrect links in CHANGELOG.md (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13857\\\\\">#13857</a>)</li>\\\\n</ul>\\\\n<h2>New Contributors</h2>\\\\n<ul>\\\\n<li><a href=\\\\\"https://github.com/benjaminjkraft\\\\\"><code>@\\u200bbenjaminjkraft</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13848\\\\\">facebook/jest#13848</a></li>\\\\n<li><a href=\\\\\"https://github.com/LinusU\\\\\"><code>@\\u200bLinusU</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13543\\\\\">facebook/jest#13543</a></li>\\\\n<li><a href=\\\\\"https://github.com/SuperSodaSea\\\\\"><code>@\\u200bSuperSodaSea</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13857\\\\\">facebook/jest#13857</a></li>\\\\n<li><a href=\\\\\"https://github.com/kowalski\\\\\"><code>@\\u200bkowalski</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13856\\\\\">facebook/jest#13856</a></li>\\\\n</ul>\\\\n<p><strong>Full Changelog</strong>: <a href=\\\\\"https://github.com/facebook/jest/compare/v29.4.1...v29.4.2\\\\\">https://github.com/facebook/jest/compare/v29.4.1...v29.4.2</a></p>\\\\n</blockquote>\\\\n</details>\\\\n<details>\\\\n<summary>Changelog</summary>\\\\n<p><em>Sourced from <a href=\\\\\"https://github.com/facebook/jest/blob/main/CHANGELOG.md\\\\\">jest-environment-jsdom\\'s changelog</a>.</em></p>\\\\n<blockquote>\\\\n<h2>29.4.3</h2>\\\\n<h3>Features</h3>\\\\n<ul>\\\\n<li><code>[expect]</code> Update <code>toThrow()</code> to be able to use error <code>cause</code>s (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13606\\\\\">#13606</a>)</li>\\\\n<li><code>[jest-core]</code> allow to use <code>workerIdleMemoryLimit</code> with only 1 worker or <code>runInBand</code> option (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13846\\\\\">#13846</a>)</li>\\\\n<li><code>[jest-message-util]</code> Add support for <a href=\\\\\"https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Error/cause\\\\\">error <code>cause</code>s</a> (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13868\\\\\">#13868</a> &amp; <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13912\\\\\">#13912</a>)</li>\\\\n<li><code>[jest-runtime]</code> Revert <code>import assertions</code> for JSON modules as it\\'s been relegated to Stage 2 (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13911\\\\\">#13911</a>)</li>\\\\n</ul>\\\\n<h3>Fixes</h3>\\\\n<ul>\\\\n<li><code>[@jest/expect-utils]</code> <code>subsetEquality</code> should consider also an object\\'s inherited string keys (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13824\\\\\">#13824</a>)</li>\\\\n<li><code>[jest-mock]</code> Clear mock state when <code>jest.restoreAllMocks()</code> is called (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13867\\\\\">#13867</a>)</li>\\\\n<li><code>[jest-mock]</code> Prevent <code>mockImplementationOnce</code> and <code>mockReturnValueOnce</code> bleeding into <code>withImplementation</code> (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13888\\\\\">#13888</a>)</li>\\\\n<li><code>[jest-mock]</code> Do not restore mocks when <code>jest.resetAllMocks()</code> is called (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13866\\\\\">#13866</a>)</li>\\\\n</ul>\\\\n<h2>29.4.2</h2>\\\\n<h3>Features</h3>\\\\n<ul>\\\\n<li><code>[@jest/core]</code> Instrument significant lifecycle events with <a href=\\\\\"https://nodejs.org/docs/latest-v16.x/api/perf_hooks.html#performancemarkname-options\\\\\"><code>performance.mark()</code></a> (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13859\\\\\">#13859</a>)</li>\\\\n</ul>\\\\n<h3>Fixes</h3>\\\\n<ul>\\\\n<li><code>[expect, @jest/expect]</code> Provide type of <code>actual</code> as a generic argument to <code>Matchers</code> to allow better-typed extensions (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13848\\\\\">#13848</a>)</li>\\\\n<li><code>[jest-circus]</code> Added explicit mention of test failing because <code>done()</code> is not being called in error message (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13847\\\\\">#13847</a>)</li>\\\\n<li><code>[jest-runtime]</code> Handle CJS re-exports of node core modules from ESM (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13856\\\\\">#13856</a>)</li>\\\\n<li><code>[jest-transform]</code> Downgrade <code>write-file-atomic</code> to v4 (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13853\\\\\">#13853</a>)</li>\\\\n<li><code>[jest-worker]</code> Ignore IPC messages not intended for Jest (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13543\\\\\">#13543</a>)</li>\\\\n</ul>\\\\n<h3>Chore &amp; Maintenance</h3>\\\\n<ul>\\\\n<li><code>[*]</code> make sure to exclude <code>.eslintcache</code> from published module (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13832\\\\\">#13832</a>)</li>\\\\n<li><code>[docs]</code> Cleanup incorrect links in CHANGELOG.md (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13857\\\\\">#13857</a>)</li>\\\\n</ul>\\\\n</blockquote>\\\\n</details>\\\\n<details>\\\\n<summary>Commits</summary>\\\\n<ul>\\\\n<li><a href=\\\\\"https://github.com/facebook/jest/commit/a49c88610e49a3242576160740a32a2fe11161e1\\\\\"><code>a49c886</code></a> v29.4.3</li>\\\\n<li><a 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(truncated)</p>\\\\n</details>\\\\n<details>\\\\n<summary>Commits</summary>\\\\n<ul>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/6901ee286bc4c16da6830b48b46ce1574703cea1\\\\\"><code>6901ee2</code></a> v1.2.8</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/a0267947c7870fc5847cf2d437fbe33f392767da\\\\\"><code>a026794</code></a> Merge tag \\'v0.2.3\\'</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/c0b26618322e94adea26c68e613ef0be482c6c63\\\\\"><code>c0b2661</code></a> v0.2.3</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/63b8fee87b8e7a003216d5d77ba5d6decf3cfb0d\\\\\"><code>63b8fee</code></a> [Fix] Fix long option followed by single dash (<a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/17\\\\\">#17</a>)</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/72239e6f0ea77d8be0ad4f682b7ae7d142144395\\\\\"><code>72239e6</code></a> [Tests] Remove duplicate test (<a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/12\\\\\">#12</a>)</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/34b0f1ccaa45183c3c4f06a91f9b405180a6f982\\\\\"><code>34b0f1c</code></a> [eslint] fix indentation</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/3226afaf09e9d127ca369742437fe6e88f752d6b\\\\\"><code>3226afa</code></a> [Dev Deps] add missing <code>npmignore</code> dev dep</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/098873c213cdb7c92e55ae1ef5aa1af3a8192a79\\\\\"><code>098873c</code></a> [Dev Deps] update <code>@ljharb/eslint-config</code>, <code>aud</code></li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/9ec4d279ced72ea2f60237218e71cc03aa0dfdd6\\\\\"><code>9ec4d27</code></a> [Fix] Fix long option followed by single dash</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/ba92fe6ebbdc0431cca9a2ea8f27beb492f5e4ec\\\\\"><code>ba92fe6</code></a> [actions] Avoid 0.6 tests due to build failures</li>\\\\n<li>Additional commits viewable in <a href=\\\\\"https://github.com/minimistjs/minimist/compare/v1.2.5...v1.2.8\\\\\">compare view</a></li>\\\\n</ul>\\\\n</details>\\\\n<details>\\\\n<summary>Maintainer changes</summary>\\\\n<p>This version was pushed to npm by <a href=\\\\\"https://www.npmjs.com/~ljharb\\\\\">ljharb</a>, a new releaser for minimist since your current version.</p>\\\\n</details>\\\\n<br />\\\\n\\\\n\\\\n[![Dependabot compatibility score](https://dependabot-badges.githubapp.com/badges/compatibility_score?dependency-name=minimist&package-manager=npm_and_yarn&previous-version=1.2.5&new-version=1.2.8)](https://docs.github.com/en/github/managing-security-vulnerabilities/about-dependabot-security-updates#about-compatibility-scores)\\\\n\\\\nDependabot will resolve any conflicts with this PR as long as you don\\'t alter it yourself. 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       "   'name': 'douglasmiranda1/tapex',\n",
       "   'url': 'https://api.github.com/repos/douglasmiranda1/tapex'},\n",
       "  'payload': {'repository_id': 602294113,\n",
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       "      'name': 'Douglas Miranda'},\n",
       "     'message': 'Delete Home part 1.jpg',\n",
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       "   'url': 'https://api.github.com/repos/ShengShiQAQ/GALAXY-SWAPPER-FORTNITE-SKIN-CHANGER-HACK'},\n",
       "  'payload': {'action': 'started'},\n",
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       " {'id': '27504087793',\n",
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       "   'url': 'https://api.github.com/repos/flor14/dash-lecture4'},\n",
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       "    'html_url': 'https://github.com/mhernangilp/cfiestas6',\n",
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       "    'tags_url': 'https://api.github.com/repos/mhernangilp/cfiestas6/tags',\n",
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       "    'subscription_url': 'https://api.github.com/repos/mhernangilp/cfiestas6/subscription',\n",
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       "    'git_commits_url': 'https://api.github.com/repos/mhernangilp/cfiestas6/git/commits{/sha}',\n",
       "    'comments_url': 'https://api.github.com/repos/mhernangilp/cfiestas6/comments{/number}',\n",
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       "    'downloads_url': 'https://api.github.com/repos/mhernangilp/cfiestas6/downloads',\n",
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       "    'pulls_url': 'https://api.github.com/repos/mhernangilp/cfiestas6/pulls{/number}',\n",
       "    'milestones_url': 'https://api.github.com/repos/mhernangilp/cfiestas6/milestones{/number}',\n",
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       "    'labels_url': 'https://api.github.com/repos/mhernangilp/cfiestas6/labels{/name}',\n",
       "    'releases_url': 'https://api.github.com/repos/mhernangilp/cfiestas6/releases{/id}',\n",
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       "    'ssh_url': 'git@github.com:mhernangilp/cfiestas6.git',\n",
       "    'clone_url': 'https://github.com/mhernangilp/cfiestas6.git',\n",
       "    'svn_url': 'https://github.com/mhernangilp/cfiestas6',\n",
       "    'homepage': 'https://github.com/cfiestas6',\n",
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       "    'language': None,\n",
       "    'has_issues': False,\n",
       "    'has_projects': True,\n",
       "    'has_downloads': True,\n",
       "    'has_wiki': False,\n",
       "    'has_pages': False,\n",
       "    'has_discussions': False,\n",
       "    'forks_count': 0,\n",
       "    'mirror_url': None,\n",
       "    'archived': False,\n",
       "    'disabled': False,\n",
       "    'open_issues_count': 0,\n",
       "    'license': None,\n",
       "    'allow_forking': True,\n",
       "    'is_template': False,\n",
       "    'web_commit_signoff_required': False,\n",
       "    'topics': [],\n",
       "    'visibility': 'public',\n",
       "    'forks': 0,\n",
       "    'open_issues': 0,\n",
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       "    'default_branch': 'main',\n",
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       "  'public': True,\n",
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       "   'ref': 'refs/heads/main',\n",
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       "   'url': 'https://api.github.com/repos/Tech-With-Helen/cloudwatch-agent-aws'},\n",
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       "    'node_id': 'R_kgDOJFx_gg',\n",
       "    'name': 'cloudwatch-agent-aws',\n",
       "    'full_name': 'Eng-Ifeanyi/cloudwatch-agent-aws',\n",
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       "     'repos_url': 'https://api.github.com/users/Eng-Ifeanyi/repos',\n",
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       "     'site_admin': False},\n",
       "    'html_url': 'https://github.com/Eng-Ifeanyi/cloudwatch-agent-aws',\n",
       "    'description': 'Use the script in this repository to access tThe userdata we used when creating EC2 instance as well as the custom script used for Nginx log configuration',\n",
       "    'fork': True,\n",
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       "    'milestones_url': 'https://api.github.com/repos/Eng-Ifeanyi/cloudwatch-agent-aws/milestones{/number}',\n",
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       "    'body': 'Bumps [minimist](https://github.com/minimistjs/minimist) from 1.2.5 to 1.2.8.\\n<details>\\n<summary>Changelog</summary>\\n<p><em>Sourced from <a href=\"https://github.com/minimistjs/minimist/blob/main/CHANGELOG.md\">minimist\\'s changelog</a>.</em></p>\\n<blockquote>\\n<h2><a href=\"https://github.com/minimistjs/minimist/compare/v1.2.7...v1.2.8\">v1.2.8</a> - 2023-02-09</h2>\\n<h3>Merged</h3>\\n<ul>\\n<li>[Fix] Fix long option followed by single dash <a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/pull/17\"><code>[#17](https://github.com/minimistjs/minimist/issues/17)</code></a></li>\\n<li>[Tests] Remove duplicate test <a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/pull/12\"><code>[#12](https://github.com/minimistjs/minimist/issues/12)</code></a></li>\\n<li>[Fix] opt.string works with multiple aliases <a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/pull/10\"><code>[#10](https://github.com/minimistjs/minimist/issues/10)</code></a></li>\\n</ul>\\n<h3>Fixed</h3>\\n<ul>\\n<li>[Fix] Fix long option followed by single dash (<a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/17\">#17</a>) <a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/15\"><code>[#15](https://github.com/minimistjs/minimist/issues/15)</code></a></li>\\n<li>[Tests] Remove duplicate test (<a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/12\">#12</a>) <a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/8\"><code>[#8](https://github.com/minimistjs/minimist/issues/8)</code></a></li>\\n<li>[Fix] Fix long option followed by single dash <a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/15\"><code>[#15](https://github.com/minimistjs/minimist/issues/15)</code></a></li>\\n<li>[Fix] opt.string works with multiple aliases (<a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/10\">#10</a>) <a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/9\"><code>[#9](https://github.com/minimistjs/minimist/issues/9)</code></a></li>\\n<li>[Fix] Fix handling of short option with non-trivial equals <a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/5\"><code>[#5](https://github.com/minimistjs/minimist/issues/5)</code></a></li>\\n<li>[Tests] Remove duplicate test <a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/8\"><code>[#8](https://github.com/minimistjs/minimist/issues/8)</code></a></li>\\n<li>[Fix] opt.string works with multiple aliases <a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/9\"><code>[#9](https://github.com/minimistjs/minimist/issues/9)</code></a></li>\\n</ul>\\n<h3>Commits</h3>\\n<ul>\\n<li>Merge tag \\'v0.2.3\\' <a href=\"https://github.com/minimistjs/minimist/commit/a0267947c7870fc5847cf2d437fbe33f392767da\"><code>a026794</code></a></li>\\n<li>[eslint] fix indentation and whitespace <a href=\"https://github.com/minimistjs/minimist/commit/5368ca4147e974138a54cc0dc4cea8f756546b70\"><code>5368ca4</code></a></li>\\n<li>[eslint] fix indentation and whitespace <a href=\"https://github.com/minimistjs/minimist/commit/e5f5067259ceeaf0b098d14bec910f87e58708c7\"><code>e5f5067</code></a></li>\\n<li>[eslint] more cleanup <a href=\"https://github.com/minimistjs/minimist/commit/62fde7d935f83417fb046741531a9e2346a36976\"><code>62fde7d</code></a></li>\\n<li>[eslint] more cleanup <a href=\"https://github.com/minimistjs/minimist/commit/36ac5d0d95e4947d074e5737d94814034ca335d1\"><code>36ac5d0</code></a></li>\\n<li>[meta] add <code>auto-changelog</code> <a href=\"https://github.com/minimistjs/minimist/commit/73923d223553fca08b1ba77e3fbc2a492862ae4c\"><code>73923d2</code></a></li>\\n<li>[actions] add reusable workflows <a href=\"https://github.com/minimistjs/minimist/commit/d80727df77bfa9e631044d7f16368d8f09242c91\"><code>d80727d</code></a></li>\\n<li>[eslint] add eslint; 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(truncated)</p>\\n</details>\\n<details>\\n<summary>Commits</summary>\\n<ul>\\n<li><a href=\"https://github.com/minimistjs/minimist/commit/6901ee286bc4c16da6830b48b46ce1574703cea1\"><code>6901ee2</code></a> v1.2.8</li>\\n<li><a href=\"https://github.com/minimistjs/minimist/commit/a0267947c7870fc5847cf2d437fbe33f392767da\"><code>a026794</code></a> Merge tag \\'v0.2.3\\'</li>\\n<li><a href=\"https://github.com/minimistjs/minimist/commit/c0b26618322e94adea26c68e613ef0be482c6c63\"><code>c0b2661</code></a> v0.2.3</li>\\n<li><a href=\"https://github.com/minimistjs/minimist/commit/63b8fee87b8e7a003216d5d77ba5d6decf3cfb0d\"><code>63b8fee</code></a> [Fix] Fix long option followed by single dash (<a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/17\">#17</a>)</li>\\n<li><a href=\"https://github.com/minimistjs/minimist/commit/72239e6f0ea77d8be0ad4f682b7ae7d142144395\"><code>72239e6</code></a> [Tests] Remove duplicate test (<a href=\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/12\">#12</a>)</li>\\n<li><a href=\"https://github.com/minimistjs/minimist/commit/34b0f1ccaa45183c3c4f06a91f9b405180a6f982\"><code>34b0f1c</code></a> [eslint] fix indentation</li>\\n<li><a href=\"https://github.com/minimistjs/minimist/commit/3226afaf09e9d127ca369742437fe6e88f752d6b\"><code>3226afa</code></a> [Dev Deps] add missing <code>npmignore</code> dev dep</li>\\n<li><a href=\"https://github.com/minimistjs/minimist/commit/098873c213cdb7c92e55ae1ef5aa1af3a8192a79\"><code>098873c</code></a> [Dev Deps] update <code>@ljharb/eslint-config</code>, <code>aud</code></li>\\n<li><a href=\"https://github.com/minimistjs/minimist/commit/9ec4d279ced72ea2f60237218e71cc03aa0dfdd6\"><code>9ec4d27</code></a> [Fix] Fix long option followed by single dash</li>\\n<li><a href=\"https://github.com/minimistjs/minimist/commit/ba92fe6ebbdc0431cca9a2ea8f27beb492f5e4ec\"><code>ba92fe6</code></a> [actions] Avoid 0.6 tests due to build failures</li>\\n<li>Additional commits viewable in <a href=\"https://github.com/minimistjs/minimist/compare/v1.2.5...v1.2.8\">compare view</a></li>\\n</ul>\\n</details>\\n<details>\\n<summary>Maintainer changes</summary>\\n<p>This version was pushed to npm by <a href=\"https://www.npmjs.com/~ljharb\">ljharb</a>, a new releaser for minimist since your current version.</p>\\n</details>\\n<br />\\n\\n\\n[![Dependabot compatibility score](https://dependabot-badges.githubapp.com/badges/compatibility_score?dependency-name=minimist&package-manager=npm_and_yarn&previous-version=1.2.5&new-version=1.2.8)](https://docs.github.com/en/github/managing-security-vulnerabilities/about-dependabot-security-updates#about-compatibility-scores)\\n\\nDependabot will resolve any conflicts with this PR as long as you don\\'t alter it yourself. You can also trigger a rebase manually by commenting `@dependabot rebase`.\\n\\n[//]: # (dependabot-automerge-start)\\n[//]: # (dependabot-automerge-end)\\n\\n---\\n\\n<details>\\n<summary>Dependabot commands and options</summary>\\n<br />\\n\\nYou can trigger Dependabot actions by commenting on this PR:\\n- `@dependabot rebase` will rebase this PR\\n- `@dependabot recreate` will recreate this PR, overwriting any edits that have been made to it\\n- `@dependabot merge` will merge this PR after your CI passes on it\\n- `@dependabot squash and merge` will squash and merge this PR after your CI passes on it\\n- `@dependabot cancel merge` will cancel a previously requested merge and block automerging\\n- `@dependabot reopen` will reopen this PR if it is closed\\n- `@dependabot close` will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually\\n- `@dependabot ignore this major version` will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself)\\n- `@dependabot ignore this minor version` will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself)\\n- `@dependabot ignore this dependency` will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)\\n- `@dependabot use these labels` will set the current labels as the default for future PRs for this repo and language\\n- `@dependabot use these reviewers` will set the current reviewers as the default for future PRs for this repo and language\\n- `@dependabot use these assignees` will set the current assignees as the default for future PRs for this repo and language\\n- `@dependabot use this milestone` will set the current milestone as the default for future PRs for this repo and language\\n\\nYou can disable automated security fix PRs for this repo from the [Security Alerts page](https://github.com/FraudGuard/FraudGuard-Backend/network/alerts).\\n\\n</details>',\n",
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     },
     "execution_count": 25,
     "metadata": {},
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    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "25392fcc",
   "metadata": {},
   "outputs": [
    {
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\\xf0\\x9f\\x98\\x89)\",\"reactions\":{\"url\":\"https://api.github.com/repos/aws/aws-cdk/issues/comments/1455270142/reactions\",\"total_count\":0,\"+1\":0,\"-1\":0,\"laugh\":0,\"hooray\":0,\"confused\":0,\"heart\":0,\"rocket\":0,\"eyes\":0},\"performed_via_github_app\":null}},\"public\":true,\"created_at\":\"2023-03-06T00:40:43Z\",\"org\":{\"id\":2232217,\"login\":\"aws\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/orgs/aws\",\"avatar_url\":\"https://avatars.githubusercontent.com/u/2232217?\"}},{\"id\":\"27504087800\",\"type\":\"PullRequestReviewEvent\",\"actor\":{\"id\":74632731,\"login\":\"NiNinanana\",\"display_login\":\"NiNinanana\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/NiNinanana\",\"avatar_url\":\"https://avatars.githubusercontent.com/u/74632731?\"},\"repo\":{\"id\":585064291,\"name\":\"jaemisam-a/dangol-sonnim-frontend\",\"url\":\"https://api.github.com/repos/jaemisam-a/dangol-sonnim-frontend\"},\"payload\":{\"action\":\"created\",\"review\":{\"id\":1325355505,\"node_id\":\"PRR_kwDOIt9fY85O_1Hx\",\"user\":{\"login\":\"NiNinanana\",\"id\":74632731,\"node_id\":\"MDQ6VXNlcjc0NjMyNzMx\",\"avatar_url\":\"https://avatars.githubusercontent.com/u/74632731?v=4\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/NiNinanana\",\"html_url\":\"https://github.com/NiNinanana\",\"followers_url\":\"https://api.github.com/users/NiNinanana/followers\",\"following_url\":\"https://api.github.com/users/NiNinanana/following{/other_user}\",\"gists_url\":\"https://api.github.com/users/NiNinanana/gists{/gist_id}\",\"starred_url\":\"https://api.github.com/users/NiNinanana/starred{/owner}{/repo}\",\"subscriptions_url\":\"https://api.github.com/users/NiNinanana/subscriptions\",\"organizations_url\":\"https://api.github.com/users/NiNinanana/orgs\",\"repos_url\":\"https://api.github.com/users/NiNinanana/repos\",\"events_url\":\"https://api.github.com/users/NiNinanana/events{/privacy}\",\"received_events_url\":\"https://api.github.com/users/NiNinanana/received_events\",\"type\":\"User\",\"site_admin\":false},\"body\":\"\",\"commit_id\":\"2363b7b61620286004aee3b11de4483cd99aff61\",\"submitted_at\":\"2023-03-06T00:40:43Z\",\"state\":\"approved\",\"html_url\":\"https://github.com/jaemisam-a/dangol-sonnim-frontend/pull/114#pullrequestreview-1325355505\",\"pull_request_url\":\"https://api.github.com/repos/jaemisam-a/dangol-sonnim-frontend/pulls/114\",\"author_association\":\"CONTRIBUTOR\",\"_links\":{\"html\":{\"href\":\"https://github.com/jaemisam-a/dangol-sonnim-frontend/pull/114#pullrequestreview-1325355505\"},\"pull_request\":{\"href\":\"https://api.github.com/repos/jaemisam-a/dangol-sonnim-frontend/pulls/114\"}}},\"pull_request\":{\"url\":\"https://api.github.com/repos/jaemisam-a/dangol-sonnim-frontend/pulls/114\",\"id\":1263618529,\"node_id\":\"PR_kwDOIt9fY85LUUnh\",\"html_url\":\"https://github.com/jaemisam-a/dangol-sonnim-frontend/pull/114\",\"diff_url\":\"https://github.com/jaemisam-a/dangol-sonnim-frontend/pull/114.diff\",\"patch_url\":\"https://github.com/jaemisam-a/dangol-sonnim-frontend/pull/114.patch\",\"issue_url\":\"https://api.github.com/repos/jaemisam-a/dangol-sonnim-frontend/issues/114\",\"number\":114,\"state\":\"open\",\"locked\":false,\"title\":\"Bump jest-environment-jsdom from 29.4.1 to 29.4.3\",\"user\":{\"login\":\"dependabot[bot]\",\"id\":49699333,\"node_id\":\"MDM6Qm90NDk2OTkzMzM=\",\"avatar_url\":\"https://avatars.githubusercontent.com/in/29110?v=4\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/dependabot%5Bbot%5D\",\"html_url\":\"https://github.com/apps/dependabot\",\"followers_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/followers\",\"following_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/following{/other_user}\",\"gists_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/gists{/gist_id}\",\"starred_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/starred{/owner}{/repo}\",\"subscriptions_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/subscriptions\",\"organizations_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/orgs\",\"repos_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/repos\",\"events_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/events{/privacy}\",\"received_events_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/received_events\",\"type\":\"Bot\",\"site_admin\":false},\"body\":\"Bumps [jest-environment-jsdom](https://github.com/facebook/jest/tree/HEAD/packages/jest-environment-jsdom) from 29.4.1 to 29.4.3.\\\\n<details>\\\\n<summary>Release notes</summary>\\\\n<p><em>Sourced from <a href=\\\\\"https://github.com/facebook/jest/releases\\\\\">jest-environment-jsdom\\'s releases</a>.</em></p>\\\\n<blockquote>\\\\n<h2>v29.4.3</h2>\\\\n<h2>Features</h2>\\\\n<ul>\\\\n<li><code>[expect]</code> Update <code>toThrow()</code> to be able to use error <code>cause</code>s (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13606\\\\\">#13606</a>)</li>\\\\n<li><code>[jest-core]</code> allow to use <code>workerIdleMemoryLimit</code> with only 1 worker or <code>runInBand</code> option (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13846\\\\\">#13846</a>)</li>\\\\n<li><code>[jest-message-util]</code> Add support for <a href=\\\\\"https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Error/cause\\\\\">error <code>cause</code>s</a> (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13868\\\\\">#13868</a> &amp; <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13912\\\\\">#13912</a>)</li>\\\\n<li><code>[jest-runtime]</code> Revert <code>import assertions</code> for JSON modules as it\\'s been relegated to Stage 2 (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13911\\\\\">#13911</a>)</li>\\\\n</ul>\\\\n<h2>Fixes</h2>\\\\n<ul>\\\\n<li><code>[@jest/expect-utils]</code> <code>subsetEquality</code> should consider also an object\\'s inherited string keys (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13824\\\\\">#13824</a>)</li>\\\\n<li><code>[jest-mock]</code> Clear mock state when <code>jest.restoreAllMocks()</code> is called (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13867\\\\\">#13867</a>)</li>\\\\n<li><code>[jest-mock]</code> Prevent <code>mockImplementationOnce</code> and <code>mockReturnValueOnce</code> bleeding into <code>withImplementation</code> (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13888\\\\\">#13888</a>)</li>\\\\n<li><code>[jest-mock]</code> Do not restore mocks when <code>jest.resetAllMocks()</code> is called (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13866\\\\\">#13866</a>)</li>\\\\n</ul>\\\\n<h2>New Contributors</h2>\\\\n<ul>\\\\n<li><a href=\\\\\"https://github.com/brodo\\\\\"><code>@\\xe2\\x80\\x8bbrodo</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13868\\\\\">facebook/jest#13868</a></li>\\\\n<li><a href=\\\\\"https://github.com/DannyNemer\\\\\"><code>@\\xe2\\x80\\x8bDannyNemer</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13878\\\\\">facebook/jest#13878</a></li>\\\\n<li><a href=\\\\\"https://github.com/ghusse\\\\\"><code>@\\xe2\\x80\\x8bghusse</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13846\\\\\">facebook/jest#13846</a></li>\\\\n<li><a href=\\\\\"https://github.com/broofa\\\\\"><code>@\\xe2\\x80\\x8bbroofa</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13911\\\\\">facebook/jest#13911</a></li>\\\\n</ul>\\\\n<p><strong>Full Changelog</strong>: <a href=\\\\\"https://github.com/facebook/jest/compare/v29.4.2...v29.4.3\\\\\">https://github.com/facebook/jest/compare/v29.4.2...v29.4.3</a></p>\\\\n<h2>v29.4.2</h2>\\\\n<h2>Features</h2>\\\\n<ul>\\\\n<li><code>[@jest/core]</code> Instrument significant lifecycle events with <a href=\\\\\"https://nodejs.org/docs/latest-v16.x/api/perf_hooks.html#performancemarkname-options\\\\\"><code>performance.mark()</code></a> (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13859\\\\\">#13859</a>)</li>\\\\n</ul>\\\\n<h2>Fixes</h2>\\\\n<ul>\\\\n<li><code>[expect, @jest/expect]</code> Provide type of <code>actual</code> as a generic argument to <code>Matchers</code> to allow better-typed extensions (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13848\\\\\">#13848</a>)</li>\\\\n<li><code>[jest-circus]</code> Added explicit mention of test failing because <code>done()</code> is not being called in error message (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13847\\\\\">#13847</a>)</li>\\\\n<li><code>[jest-runtime]</code> Handle CJS re-exports of node core modules from ESM (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13856\\\\\">#13856</a>)</li>\\\\n<li><code>[jest-transform]</code> Downgrade <code>write-file-atomic</code> to v4 (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13853\\\\\">#13853</a>)</li>\\\\n<li><code>[jest-worker]</code> Ignore IPC messages not intended for Jest (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13543\\\\\">#13543</a>)</li>\\\\n</ul>\\\\n<h2>Chore &amp; Maintenance</h2>\\\\n<ul>\\\\n<li><code>[*]</code> make sure to exclude <code>.eslintcache</code> from published module (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13832\\\\\">#13832</a>)</li>\\\\n<li><code>[docs]</code> Cleanup incorrect links in CHANGELOG.md (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13857\\\\\">#13857</a>)</li>\\\\n</ul>\\\\n<h2>New Contributors</h2>\\\\n<ul>\\\\n<li><a href=\\\\\"https://github.com/benjaminjkraft\\\\\"><code>@\\xe2\\x80\\x8bbenjaminjkraft</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13848\\\\\">facebook/jest#13848</a></li>\\\\n<li><a href=\\\\\"https://github.com/LinusU\\\\\"><code>@\\xe2\\x80\\x8bLinusU</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13543\\\\\">facebook/jest#13543</a></li>\\\\n<li><a href=\\\\\"https://github.com/SuperSodaSea\\\\\"><code>@\\xe2\\x80\\x8bSuperSodaSea</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13857\\\\\">facebook/jest#13857</a></li>\\\\n<li><a href=\\\\\"https://github.com/kowalski\\\\\"><code>@\\xe2\\x80\\x8bkowalski</code></a> made their first contribution in <a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13856\\\\\">facebook/jest#13856</a></li>\\\\n</ul>\\\\n<p><strong>Full Changelog</strong>: <a href=\\\\\"https://github.com/facebook/jest/compare/v29.4.1...v29.4.2\\\\\">https://github.com/facebook/jest/compare/v29.4.1...v29.4.2</a></p>\\\\n</blockquote>\\\\n</details>\\\\n<details>\\\\n<summary>Changelog</summary>\\\\n<p><em>Sourced from <a href=\\\\\"https://github.com/facebook/jest/blob/main/CHANGELOG.md\\\\\">jest-environment-jsdom\\'s changelog</a>.</em></p>\\\\n<blockquote>\\\\n<h2>29.4.3</h2>\\\\n<h3>Features</h3>\\\\n<ul>\\\\n<li><code>[expect]</code> Update <code>toThrow()</code> to be able to use error <code>cause</code>s (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13606\\\\\">#13606</a>)</li>\\\\n<li><code>[jest-core]</code> allow to use <code>workerIdleMemoryLimit</code> with only 1 worker or <code>runInBand</code> option (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13846\\\\\">#13846</a>)</li>\\\\n<li><code>[jest-message-util]</code> Add support for <a 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href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13867\\\\\">#13867</a>)</li>\\\\n<li><code>[jest-mock]</code> Prevent <code>mockImplementationOnce</code> and <code>mockReturnValueOnce</code> bleeding into <code>withImplementation</code> (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13888\\\\\">#13888</a>)</li>\\\\n<li><code>[jest-mock]</code> Do not restore mocks when <code>jest.resetAllMocks()</code> is called (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13866\\\\\">#13866</a>)</li>\\\\n</ul>\\\\n<h2>29.4.2</h2>\\\\n<h3>Features</h3>\\\\n<ul>\\\\n<li><code>[@jest/core]</code> Instrument significant lifecycle events with <a href=\\\\\"https://nodejs.org/docs/latest-v16.x/api/perf_hooks.html#performancemarkname-options\\\\\"><code>performance.mark()</code></a> (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13859\\\\\">#13859</a>)</li>\\\\n</ul>\\\\n<h3>Fixes</h3>\\\\n<ul>\\\\n<li><code>[expect, @jest/expect]</code> Provide type of <code>actual</code> as a generic argument to <code>Matchers</code> to allow better-typed extensions (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13848\\\\\">#13848</a>)</li>\\\\n<li><code>[jest-circus]</code> Added explicit mention of test failing because <code>done()</code> is not being called in error message (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13847\\\\\">#13847</a>)</li>\\\\n<li><code>[jest-runtime]</code> Handle CJS re-exports of node core modules from ESM (<a href=\\\\\"https://github-redirect.dependabot.com/facebook/jest/pull/13856\\\\\">#13856</a>)</li>\\\\n<li><code>[jest-transform]</code> Downgrade <code>write-file-atomic</code> to v4 (<a 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1.2.8\",\"user\":{\"login\":\"dependabot[bot]\",\"id\":49699333,\"node_id\":\"MDM6Qm90NDk2OTkzMzM=\",\"avatar_url\":\"https://avatars.githubusercontent.com/in/29110?v=4\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/dependabot%5Bbot%5D\",\"html_url\":\"https://github.com/apps/dependabot\",\"followers_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/followers\",\"following_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/following{/other_user}\",\"gists_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/gists{/gist_id}\",\"starred_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/starred{/owner}{/repo}\",\"subscriptions_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/subscriptions\",\"organizations_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/orgs\",\"repos_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/repos\",\"events_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/events{/privacy}\",\"received_events_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/received_events\",\"type\":\"Bot\",\"site_admin\":false},\"body\":\"Bumps [minimist](https://github.com/minimistjs/minimist) from 1.2.5 to 1.2.8.\\\\n<details>\\\\n<summary>Changelog</summary>\\\\n<p><em>Sourced from <a href=\\\\\"https://github.com/minimistjs/minimist/blob/main/CHANGELOG.md\\\\\">minimist\\'s changelog</a>.</em></p>\\\\n<blockquote>\\\\n<h2><a href=\\\\\"https://github.com/minimistjs/minimist/compare/v1.2.7...v1.2.8\\\\\">v1.2.8</a> - 2023-02-09</h2>\\\\n<h3>Merged</h3>\\\\n<ul>\\\\n<li>[Fix] Fix long option followed by single dash <a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/pull/17\\\\\"><code>[#17](https://github.com/minimistjs/minimist/issues/17)</code></a></li>\\\\n<li>[Tests] Remove duplicate test <a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/pull/12\\\\\"><code>[#12](https://github.com/minimistjs/minimist/issues/12)</code></a></li>\\\\n<li>[Fix] opt.string works with multiple aliases <a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/pull/10\\\\\"><code>[#10](https://github.com/minimistjs/minimist/issues/10)</code></a></li>\\\\n</ul>\\\\n<h3>Fixed</h3>\\\\n<ul>\\\\n<li>[Fix] Fix long option followed by single dash (<a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/17\\\\\">#17</a>) <a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/15\\\\\"><code>[#15](https://github.com/minimistjs/minimist/issues/15)</code></a></li>\\\\n<li>[Tests] Remove duplicate test (<a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/12\\\\\">#12</a>) <a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/8\\\\\"><code>[#8](https://github.com/minimistjs/minimist/issues/8)</code></a></li>\\\\n<li>[Fix] Fix long option followed by single dash <a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/15\\\\\"><code>[#15](https://github.com/minimistjs/minimist/issues/15)</code></a></li>\\\\n<li>[Fix] opt.string works with multiple aliases (<a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/10\\\\\">#10</a>) <a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/9\\\\\"><code>[#9](https://github.com/minimistjs/minimist/issues/9)</code></a></li>\\\\n<li>[Fix] Fix handling of short option with non-trivial equals <a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/5\\\\\"><code>[#5](https://github.com/minimistjs/minimist/issues/5)</code></a></li>\\\\n<li>[Tests] Remove duplicate test <a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/8\\\\\"><code>[#8](https://github.com/minimistjs/minimist/issues/8)</code></a></li>\\\\n<li>[Fix] opt.string works with multiple aliases <a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/9\\\\\"><code>[#9](https://github.com/minimistjs/minimist/issues/9)</code></a></li>\\\\n</ul>\\\\n<h3>Commits</h3>\\\\n<ul>\\\\n<li>Merge tag \\'v0.2.3\\' <a href=\\\\\"https://github.com/minimistjs/minimist/commit/a0267947c7870fc5847cf2d437fbe33f392767da\\\\\"><code>a026794</code></a></li>\\\\n<li>[eslint] fix indentation and whitespace <a href=\\\\\"https://github.com/minimistjs/minimist/commit/5368ca4147e974138a54cc0dc4cea8f756546b70\\\\\"><code>5368ca4</code></a></li>\\\\n<li>[eslint] fix indentation and whitespace <a href=\\\\\"https://github.com/minimistjs/minimist/commit/e5f5067259ceeaf0b098d14bec910f87e58708c7\\\\\"><code>e5f5067</code></a></li>\\\\n<li>[eslint] more cleanup <a href=\\\\\"https://github.com/minimistjs/minimist/commit/62fde7d935f83417fb046741531a9e2346a36976\\\\\"><code>62fde7d</code></a></li>\\\\n<li>[eslint] more cleanup <a href=\\\\\"https://github.com/minimistjs/minimist/commit/36ac5d0d95e4947d074e5737d94814034ca335d1\\\\\"><code>36ac5d0</code></a></li>\\\\n<li>[meta] add <code>auto-changelog</code> <a href=\\\\\"https://github.com/minimistjs/minimist/commit/73923d223553fca08b1ba77e3fbc2a492862ae4c\\\\\"><code>73923d2</code></a></li>\\\\n<li>[actions] add reusable workflows <a href=\\\\\"https://github.com/minimistjs/minimist/commit/d80727df77bfa9e631044d7f16368d8f09242c91\\\\\"><code>d80727d</code></a></li>\\\\n<li>[eslint] add eslint; rules to enable later are warnings <a href=\\\\\"https://github.com/minimistjs/minimist/commit/48bc06a1b41f00e9cdf183db34f7a51ba70e98d4\\\\\"><code>48bc06a</code></a></li>\\\\n<li>[eslint] fix indentation <a href=\\\\\"https://github.com/minimistjs/minimist/commit/34b0f1ccaa45183c3c4f06a91f9b405180a6f982\\\\\"><code>34b0f1c</code></a></li>\\\\n<li>[readme] rename and add badges <a href=\\\\\"https://github.com/minimistjs/minimist/commit/5df0fe49211bd09a3636f8686a7cb3012c3e98f0\\\\\"><code>5df0fe4</code></a></li>\\\\n<li>[Dev Deps] switch from <code>covert</code> to <code>nyc</code> <a href=\\\\\"https://github.com/minimistjs/minimist/commit/a48b128fdb8d427dfb20a15273f83e38d97bef07\\\\\"><code>a48b128</code></a></li>\\\\n<li>[Dev Deps] update <code>covert</code>, <code>tape</code>; remove unnecessary <code>tap</code> <a href=\\\\\"https://github.com/minimistjs/minimist/commit/f0fb958e9a1fe980cdffc436a211b0bda58f621b\\\\\"><code>f0fb958</code></a></li>\\\\n<li>[meta] create FUNDING.yml; add <code>funding</code> in package.json <a href=\\\\\"https://github.com/minimistjs/minimist/commit/3639e0c819359a366387e425ab6eabf4c78d3caa\\\\\"><code>3639e0c</code></a></li>\\\\n<li>[meta] use <code>npmignore</code> to autogenerate an npmignore file <a href=\\\\\"https://github.com/minimistjs/minimist/commit/be2e038c342d8333b32f0fde67a0026b79c8150e\\\\\"><code>be2e038</code></a></li>\\\\n<li>Only apps should have lockfiles <a href=\\\\\"https://github.com/minimistjs/minimist/commit/282b570e7489d01b03f2d6d3dabf79cd3e5f84cf\\\\\"><code>282b570</code></a></li>\\\\n<li>isConstructorOrProto adapted from PR <a href=\\\\\"https://github.com/minimistjs/minimist/commit/ef9153fc52b6cea0744b2239921c5dcae4697f11\\\\\"><code>ef9153f</code></a></li>\\\\n<li>[Dev Deps] update <code>@ljharb/eslint-config</code>, <code>aud</code> <a href=\\\\\"https://github.com/minimistjs/minimist/commit/098873c213cdb7c92e55ae1ef5aa1af3a8192a79\\\\\"><code>098873c</code></a></li>\\\\n<li>[Dev Deps] update <code>@ljharb/eslint-config</code>, <code>aud</code> <a href=\\\\\"https://github.com/minimistjs/minimist/commit/3124ed3e46306301ebb3c834874ce0241555c2c4\\\\\"><code>3124ed3</code></a></li>\\\\n<li>[meta] add <code>safe-publish-latest</code> <a 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href=\\\\\"https://github.com/minimistjs/minimist/commit/3226afaf09e9d127ca369742437fe6e88f752d6b\\\\\"><code>3226afa</code></a></li>\\\\n<li>Merge tag \\'v0.2.2\\' <a href=\\\\\"https://github.com/minimistjs/minimist/commit/980d7ac61a0b4bd552711251ac107d506b23e41f\\\\\"><code>980d7ac</code></a></li>\\\\n</ul>\\\\n<h2><a href=\\\\\"https://github.com/minimistjs/minimist/compare/v1.2.6...v1.2.7\\\\\">v1.2.7</a> - 2022-10-10</h2>\\\\n<h3>Commits</h3>\\\\n<!-- raw HTML omitted -->\\\\n</blockquote>\\\\n<p>... (truncated)</p>\\\\n</details>\\\\n<details>\\\\n<summary>Commits</summary>\\\\n<ul>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/6901ee286bc4c16da6830b48b46ce1574703cea1\\\\\"><code>6901ee2</code></a> v1.2.8</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/a0267947c7870fc5847cf2d437fbe33f392767da\\\\\"><code>a026794</code></a> Merge tag \\'v0.2.3\\'</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/c0b26618322e94adea26c68e613ef0be482c6c63\\\\\"><code>c0b2661</code></a> v0.2.3</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/63b8fee87b8e7a003216d5d77ba5d6decf3cfb0d\\\\\"><code>63b8fee</code></a> [Fix] Fix long option followed by single dash (<a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/17\\\\\">#17</a>)</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/72239e6f0ea77d8be0ad4f682b7ae7d142144395\\\\\"><code>72239e6</code></a> [Tests] Remove duplicate test (<a href=\\\\\"https://github-redirect.dependabot.com/minimistjs/minimist/issues/12\\\\\">#12</a>)</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/34b0f1ccaa45183c3c4f06a91f9b405180a6f982\\\\\"><code>34b0f1c</code></a> [eslint] fix indentation</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/3226afaf09e9d127ca369742437fe6e88f752d6b\\\\\"><code>3226afa</code></a> [Dev Deps] add missing <code>npmignore</code> dev dep</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/098873c213cdb7c92e55ae1ef5aa1af3a8192a79\\\\\"><code>098873c</code></a> [Dev Deps] update <code>@ljharb/eslint-config</code>, <code>aud</code></li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/9ec4d279ced72ea2f60237218e71cc03aa0dfdd6\\\\\"><code>9ec4d27</code></a> [Fix] Fix long option followed by single dash</li>\\\\n<li><a href=\\\\\"https://github.com/minimistjs/minimist/commit/ba92fe6ebbdc0431cca9a2ea8f27beb492f5e4ec\\\\\"><code>ba92fe6</code></a> [actions] Avoid 0.6 tests due to build failures</li>\\\\n<li>Additional commits viewable in <a href=\\\\\"https://github.com/minimistjs/minimist/compare/v1.2.5...v1.2.8\\\\\">compare view</a></li>\\\\n</ul>\\\\n</details>\\\\n<details>\\\\n<summary>Maintainer changes</summary>\\\\n<p>This version was pushed to npm by <a href=\\\\\"https://www.npmjs.com/~ljharb\\\\\">ljharb</a>, a new releaser for minimist since your current version.</p>\\\\n</details>\\\\n<br />\\\\n\\\\n\\\\n[![Dependabot compatibility score](https://dependabot-badges.githubapp.com/badges/compatibility_score?dependency-name=minimist&package-manager=npm_and_yarn&previous-version=1.2.5&new-version=1.2.8)](https://docs.github.com/en/github/managing-security-vulnerabilities/about-dependabot-security-updates#about-compatibility-scores)\\\\n\\\\nDependabot will resolve any conflicts with this PR as long as you don\\'t alter it yourself. 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You can achieve the same result by closing it manually\\\\n- `@dependabot ignore this major version` will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself)\\\\n- `@dependabot ignore this minor version` will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself)\\\\n- `@dependabot ignore this dependency` will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)\\\\n- `@dependabot use these labels` will set the current labels as the default for future PRs for this repo and language\\\\n- `@dependabot use these reviewers` will set the current reviewers as the default for future PRs for this repo and language\\\\n- `@dependabot use these assignees` will set the current assignees as the default for future PRs for this repo and language\\\\n- `@dependabot use this milestone` will set the current milestone as the default for future PRs for this repo and language\\\\n\\\\nYou can disable automated security fix PRs for this repo from the [Security Alerts page](https://github.com/lzztt/koa-session-minimal/network/alerts).\\\\n\\\\n</details>\",\"reactions\":{\"url\":\"https://api.github.com/repos/lzztt/koa-session-minimal/issues/24/reactions\",\"total_count\":0,\"+1\":0,\"-1\":0,\"laugh\":0,\"hooray\":0,\"confused\":0,\"heart\":0,\"rocket\":0,\"eyes\":0},\"timeline_url\":\"https://api.github.com/repos/lzztt/koa-session-minimal/issues/24/timeline\",\"performed_via_github_app\":null,\"state_reason\":null},\"comment\":{\"url\":\"https://api.github.com/repos/lzztt/koa-session-minimal/issues/comments/1455270135\",\"html_url\":\"https://github.com/lzztt/koa-session-minimal/pull/24#issuecomment-1455270135\",\"issue_url\":\"https://api.github.com/repos/lzztt/koa-session-minimal/issues/24\",\"id\":1455270135,\"node_id\":\"IC_kwDOBAQjRc5Wvaj3\",\"user\":{\"login\":\"dependabot[bot]\",\"id\":49699333,\"node_id\":\"MDM6Qm90NDk2OTkzMzM=\",\"avatar_url\":\"https://avatars.githubusercontent.com/in/29110?v=4\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/dependabot%5Bbot%5D\",\"html_url\":\"https://github.com/apps/dependabot\",\"followers_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/followers\",\"following_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/following{/other_user}\",\"gists_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/gists{/gist_id}\",\"starred_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/starred{/owner}{/repo}\",\"subscriptions_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/subscriptions\",\"organizations_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/orgs\",\"repos_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/repos\",\"events_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/events{/privacy}\",\"received_events_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/received_events\",\"type\":\"Bot\",\"site_admin\":false},\"created_at\":\"2023-03-06T00:40:42Z\",\"updated_at\":\"2023-03-06T00:40:42Z\",\"author_association\":\"CONTRIBUTOR\",\"body\":\"Looks 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      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.content"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d975342e",
   "metadata": {},
   "source": [
    "## 尝试自己随机找一个网站来看三种数据形态"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c8249fb2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "205aad96",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "10daecc1",
   "metadata": {},
   "source": [
    "# 百度图像识别"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cc6f539",
   "metadata": {},
   "source": [
    "## 通用图像识别(体验图像分类)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92deb032",
   "metadata": {},
   "source": [
    "## 通用物体和场景识别\n",
    "\n",
    "* 接口描述\n",
    "> 该请求用于通用物体及场景识别，即对于输入的一张图片（可正常解码，且长宽比适宜），输出图片中的多个物体及场景标签。\n",
    "\n",
    "* 请求示例\n",
    "\n",
    "> HTTP 方法：POST\n",
    "\n",
    "* 请求URL \n",
    "> https://aip.baidubce.com/rest/2.0/image-classify/v2/advanced_general"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b59437a",
   "metadata": {},
   "source": [
    "### 鉴权认证机制(access_token)\n",
    "* 获取Access Token\n",
    "* 获取access_token示例代码:\n",
    "----\n",
    "\n",
    "```\n",
    "# encoding:utf-8\n",
    "import requests \n",
    "\n",
    "# client_id 为官网获取的AK， client_secret 为官网获取的SK\n",
    "host = 'https://aip.baidubce.com/oauth/2.0/token?grant_type=client_credentials&client_id=【官网获取的AK】&client_secret=【官网获取的SK】'\n",
    "response = requests.get(host)\n",
    "if response:\n",
    "    print(response.json())\n",
    "```\n",
    "\n",
    "----"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2df6bd93",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'refresh_token': '25.a647204ec32f0c835d32f75b005566e3.315360000.1993424487.282335-24157725', 'expires_in': 2592000, 'session_key': '9mzdWrr52WaqJe84tJsJ6B1U4SomTvHUGlmy5DUxt9AnxVJgMVlSiZ4lKf4DzMG4RQ4Ntk1jf1sZdm1n/mhJrZW1l6zTUA==', 'access_token': '24.af39856775735b747d6ee99215a0494f.2592000.1680656487.282335-24157725', 'scope': 'public vis-classify_dishes vis-classify_car brain_all_scope vis-classify_animal vis-classify_plant brain_object_detect brain_realtime_logo brain_dish_detect brain_car_detect brain_animal_classify brain_plant_classify brain_ingredient brain_advanced_general_classify brain_custom_dish brain_poi_recognize brain_vehicle_detect brain_redwine brain_currency brain_vehicle_damage brain_multi_ object_detect wise_adapt lebo_resource_base lightservice_public hetu_basic lightcms_map_poi kaidian_kaidian ApsMisTest_Test权限 vis-classify_flower lpq_开放 cop_helloScope ApsMis_fangdi_permission smartapp_snsapi_base smartapp_mapp_dev_manage iop_autocar oauth_tp_app smartapp_smart_game_openapi oauth_sessionkey smartapp_swanid_verify smartapp_opensource_openapi smartapp_opensource_recapi fake_face_detect_开放Scope vis-ocr_虚拟人物助理 idl-video_虚拟人物助理 smartapp_component smartapp_search_plugin avatar_video_test b2b_tp_openapi b2b_tp_openapi_online smartapp_gov_aladin_to_xcx', 'session_secret': '2763ae6a7251cb0857ce1001b779d6d2'}\n"
     ]
    }
   ],
   "source": [
    "# encoding:utf-8\n",
    "import requests \n",
    "\n",
    "# client_id 为官网获取的AK， client_secret 为官网获取的SK\n",
    "host = 'https://aip.baidubce.com/oauth/2.0/token'\n",
    "payload = {\n",
    "    'grant_type':'client_credentials',\n",
    "    'client_id':'QuvXGOObs3vkiq4PaLBfarSo',\n",
    "    'client_secret':'Bp7a1xhkqS1czG4RU3363NhToStqclpx'\n",
    "}\n",
    "response = requests.get(host,params=payload)\n",
    "if response:\n",
    "    print(response.json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "ba012eb2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'24.af39856775735b747d6ee99215a0494f.2592000.1680656487.282335-24157725'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zhichao_AT = response.json()['access_token']\n",
    "zhichao_AT"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0124fdf",
   "metadata": {},
   "source": [
    "### 通用识别示例\n",
    "：\n",
    "```\n",
    "# encoding:utf-8\n",
    "\n",
    "import requests\n",
    "import base64\n",
    "\n",
    "'''\n",
    "通用物体和场景识别\n",
    "'''\n",
    "\n",
    "request_url = \"https://aip.baidubce.com/rest/2.0/image-classify/v2/advanced_general\"\n",
    "# 二进制方式打开图片文件\n",
    "f = open('[本地文件]', 'rb')\n",
    "img = base64.b64encode(f.read())\n",
    "\n",
    "params = {\"image\":img}\n",
    "access_token = '[调用鉴权接口获取的token]'\n",
    "request_url = request_url + \"?access_token=\" + access_token\n",
    "headers = {'content-type': 'application/x-www-form-urlencoded'}\n",
    "response = requests.post(request_url, data=params, headers=headers)\n",
    "if response:\n",
    "    print (response.json())\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "dc8a7550",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result_num': 5, 'result': [{'keyword': '海洋', 'score': 0.776897, 'root': '自然风景-海洋', 'baike_info': {'baike_url': 'http://baike.baidu.com/item/%E6%B5%B7%E6%B4%8B/523', 'image_url': 'https://bkimg.cdn.bcebos.com/pic/77094b36acaf2eddba6728be871001e9380193d6', 'description': '海洋，地球科学名词，是地球上最广阔的水体的总称。地球表面被各大陆地分隔为彼此相通的广大水域称为海洋，海洋的中心部分称作洋，边缘部分称作海，彼此沟通组成统一的水体。地球上海洋总面积约为3.6亿平方千米，约占地球表面积的71%，平均水深约3795米。海洋中含有十三亿五千多万立方千米的水，约占地球上总水量的97%，而可用于人类饮用只占2%。地球四个主要的大洋为太平洋、大西洋、印度洋、北冰洋，大部分以陆地和海底地形线为界。当今人类已探索的海底只有5%，还有95%大海的海底是未知的。海洋覆盖了地球表面超70%的面积，是天气和气候的主要驱动力。海洋温度的一个细微波动，都有可能导致世界各地的天气气候发生剧烈的变化。'}}, {'keyword': '湖泊', 'score': 0.61234, 'root': '自然风景-湖泊', 'baike_info': {'baike_url': 'http://baike.baidu.com/item/%E6%B9%96%E6%B3%8A/242936', 'image_url': 'https://bkimg.cdn.bcebos.com/pic/8435e5dde71190ef635cd56ccd1b9d16fcfa60d9', 'description': '湖盆及其承纳的水体。湖盆是地表相对封闭可蓄水的天然洼池。湖泊按成因可分为构造湖、火山口湖、冰川湖、堰塞湖、喀斯特湖、河成湖、风成湖、海成湖和人工湖(水库)等。按泄水情况可分为外流湖(吞吐湖)和内陆湖；按湖水含盐度可分为淡水湖(含盐度小于1g/L)、咸水湖(含盐度为1-35g/L)和盐湖(含盐度大于35g/L)。湖水的来源是降水、地面径流、地下水，有的则来自冰雪融水。湖水的消耗主要是蒸发、渗漏、排泄和开发利用。'}}, {'keyword': '港口码头', 'score': 0.409452, 'root': '建筑-现代建筑', 'baike_info': {}}, {'keyword': '江河', 'score': 0.223182, 'root': '自然风景-江河', 'baike_info': {'baike_url': 'http://baike.baidu.com/item/%E6%B1%9F%E6%B2%B3/9571871', 'image_url': 'https://bkimg.cdn.bcebos.com/pic/4034970a304e251f9b897931a686c9177e3e53f8', 'description': '江河，男，原名于友泽，1949年生，北京人，1968年高中毕业。1980年5月在《上海文学》发表处女作《星星变奏曲》，著有诗集《从这里开始》《太阳和它的反光》等，是新时期朦胧诗派的代表诗人之一。他的诗作中灌注了相当厚重的历史感，以《纪念碑》等政治抒情诗和古代神话组诗《太阳和它的反光》赢得社会瞩目。与顾城、北岛、舒婷和杨炼一起并称为“五大朦胧诗人”。'}}, {'keyword': '天空', 'score': 0.056238, 'root': '自然风景-天空', 'baike_info': {'baike_url': 'http://baike.baidu.com/item/%E5%A4%A9%E7%A9%BA/5534', 'image_url': 'https://bkimg.cdn.bcebos.com/pic/241f95cad1c8a7868fa019076909c93d70cf5034', 'description': '天空，汉语词汇，拼音tiān kōng，谓天际空阔；日月星辰罗列的广大空间。是地球重要的组成部分，在古代中国有天圆地方的说法。人可以在天空观测气象或天文现象，从而得知天气变化、时间的流逝或自己的方位。日出日落可知一日中的时间，晚上月亮的盈亏可以知道一个月的时间。北斗星可以指示北方。云的厚度和形状可以知道会否下雨。 在天空可以欣赏到许多美丽的现象，如彩虹、极光和流星雨等。雀鸟会在天空飞翔。 由于石油等化石性燃料使用的增加而产生的悬浮质，特别是那些会在燃烧后释放二氧化硫的煤等燃料的影响，自1973年以来，除了欧洲，天空的能见度正在逐步降低。'}}], 'log_id': 1632547413142791383}\n"
     ]
    }
   ],
   "source": [
    "# encoding:utf-8\n",
    "\n",
    "import requests\n",
    "import base64\n",
    "\n",
    "'''\n",
    "通用物体和场景识别\n",
    "'''\n",
    "\n",
    "request_url = \"https://aip.baidubce.com/rest/2.0/image-classify/v2/advanced_general\"\n",
    "# 二进制方式打开图片文件\n",
    "# 1.图片文件准备\n",
    "f = open('xihu.jpg', 'rb')\n",
    "img = base64.b64encode(f.read())\n",
    "\n",
    "# 2. 酬载准备\n",
    "payload={\n",
    "    'access_token':zhichao_AT,\n",
    "    'image':img,\n",
    "    'baike_num':5\n",
    "}\n",
    "\n",
    "headers = {'content-type': 'application/x-www-form-urlencoded'}\n",
    "response = requests.post(request_url, data=payload, headers=headers)\n",
    "if response:\n",
    "    print (response.json())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43b9ca56",
   "metadata": {},
   "source": [
    "### 结果预览"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "aadfaf74",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "a71fa804",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>result_num</th>\n",
       "      <th>result</th>\n",
       "      <th>log_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>[{'keyword': '海洋', 'score': 0.776897, 'root': ...</td>\n",
       "      <td>1632547413142791383</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   result_num                                             result  \\\n",
       "0           5  [{'keyword': '海洋', 'score': 0.776897, 'root': ...   \n",
       "\n",
       "                log_id  \n",
       "0  1632547413142791383  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = pd.json_normalize(response.json())\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "6a73a5aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>keyword</th>\n",
       "      <th>score</th>\n",
       "      <th>root</th>\n",
       "      <th>baike_info.baike_url</th>\n",
       "      <th>baike_info.image_url</th>\n",
       "      <th>baike_info.description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>海洋</td>\n",
       "      <td>0.776897</td>\n",
       "      <td>自然风景-海洋</td>\n",
       "      <td>http://baike.baidu.com/item/%E6%B5%B7%E6%B4%8B...</td>\n",
       "      <td>https://bkimg.cdn.bcebos.com/pic/77094b36acaf2...</td>\n",
       "      <td>海洋，地球科学名词，是地球上最广阔的水体的总称。地球表面被各大陆地分隔为彼此相通的广大水域称...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>湖泊</td>\n",
       "      <td>0.612340</td>\n",
       "      <td>自然风景-湖泊</td>\n",
       "      <td>http://baike.baidu.com/item/%E6%B9%96%E6%B3%8A...</td>\n",
       "      <td>https://bkimg.cdn.bcebos.com/pic/8435e5dde7119...</td>\n",
       "      <td>湖盆及其承纳的水体。湖盆是地表相对封闭可蓄水的天然洼池。湖泊按成因可分为构造湖、火山口湖、冰...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>港口码头</td>\n",
       "      <td>0.409452</td>\n",
       "      <td>建筑-现代建筑</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>江河</td>\n",
       "      <td>0.223182</td>\n",
       "      <td>自然风景-江河</td>\n",
       "      <td>http://baike.baidu.com/item/%E6%B1%9F%E6%B2%B3...</td>\n",
       "      <td>https://bkimg.cdn.bcebos.com/pic/4034970a304e2...</td>\n",
       "      <td>江河，男，原名于友泽，1949年生，北京人，1968年高中毕业。1980年5月在《上海文学》...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>天空</td>\n",
       "      <td>0.056238</td>\n",
       "      <td>自然风景-天空</td>\n",
       "      <td>http://baike.baidu.com/item/%E5%A4%A9%E7%A9%BA...</td>\n",
       "      <td>https://bkimg.cdn.bcebos.com/pic/241f95cad1c8a...</td>\n",
       "      <td>天空，汉语词汇，拼音tiān kōng，谓天际空阔；日月星辰罗列的广大空间。是地球重要的组成...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  keyword     score     root  \\\n",
       "0      海洋  0.776897  自然风景-海洋   \n",
       "1      湖泊  0.612340  自然风景-湖泊   \n",
       "2    港口码头  0.409452  建筑-现代建筑   \n",
       "3      江河  0.223182  自然风景-江河   \n",
       "4      天空  0.056238  自然风景-天空   \n",
       "\n",
       "                                baike_info.baike_url  \\\n",
       "0  http://baike.baidu.com/item/%E6%B5%B7%E6%B4%8B...   \n",
       "1  http://baike.baidu.com/item/%E6%B9%96%E6%B3%8A...   \n",
       "2                                                NaN   \n",
       "3  http://baike.baidu.com/item/%E6%B1%9F%E6%B2%B3...   \n",
       "4  http://baike.baidu.com/item/%E5%A4%A9%E7%A9%BA...   \n",
       "\n",
       "                                baike_info.image_url  \\\n",
       "0  https://bkimg.cdn.bcebos.com/pic/77094b36acaf2...   \n",
       "1  https://bkimg.cdn.bcebos.com/pic/8435e5dde7119...   \n",
       "2                                                NaN   \n",
       "3  https://bkimg.cdn.bcebos.com/pic/4034970a304e2...   \n",
       "4  https://bkimg.cdn.bcebos.com/pic/241f95cad1c8a...   \n",
       "\n",
       "                              baike_info.description  \n",
       "0  海洋，地球科学名词，是地球上最广阔的水体的总称。地球表面被各大陆地分隔为彼此相通的广大水域称...  \n",
       "1  湖盆及其承纳的水体。湖盆是地表相对封闭可蓄水的天然洼池。湖泊按成因可分为构造湖、火山口湖、冰...  \n",
       "2                                                NaN  \n",
       "3  江河，男，原名于友泽，1949年生，北京人，1968年高中毕业。1980年5月在《上海文学》...  \n",
       "4  天空，汉语词汇，拼音tiān kōng，谓天际空阔；日月星辰罗列的广大空间。是地球重要的组成...  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(pd.json_normalize(result.result).T[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46bb6846",
   "metadata": {},
   "source": [
    "### 应用页面设计"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8cbb567",
   "metadata": {},
   "source": [
    "### 总结"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "215fe95b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
